# Video Annotation on LSMDC 2016 (challenge) Source: [Video Annotation on LSMDC 2016 (challenge)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:26.269Z Evaluation of video annotation (captioning) performance on the LSMDC 2016 challenge dataset, measured using text generation metrics such as BLEU, ROUGE, and CIDEr. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Video Annotation | | Dataset (including any stated split) | LSMDC 2016 (challenge) | | Metric | CIDEr-D | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [CIDEr-D](): Higher is better; unit: SCALAR. - [BLEU-4](): Higher is better; unit: SCALAR. - [BLEU-1](): Higher is better; unit: SCALAR. - [BLEU-2](): Higher is better; unit: SCALAR. - [BLEU-3](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: SCALAR. - [ROUGE](): Higher is better; unit: SCALAR. ## Recorded results | Method | CIDEr-D | Result date | Report paper | | --- | --- | --- | --- | | Supervised Tessellation | 0.109 | Not recorded | 68fa634e1e209131ce9fdf18 | | Unsupervised Tessellation | 0.102 | Not recorded | 68fa634e1e209131ce9fdf18 | | Local Tessellation | 0.098 | Not recorded | 68fa634e1e209131ce9fdf18 | | S2VT | 0.088 | Not recorded | 68fa634e1e209131ce9fdf18 | | Yu et al | 0.082 | Not recorded | 68fa634e1e209131ce9fdf18 | | BUPT CIST AI lab | 0.072 | Not recorded | 68fa634e1e209131ce9fdf18 | | Shetty and Laaksonen | 0.044 | Not recorded | 68fa634e1e209131ce9fdf18 | | IIT Kanpur | 0.042 | Not recorded | 68fa634e1e209131ce9fdf18 | | Appearance Matching | 0.042 | Not recorded | 68fa634e1e209131ce9fdf18 | | Aalto University | 0.037 | Not recorded | 68fa634e1e209131ce9fdf18 | ### Supervised Tessellation CIDEr-D: 0.109. Result ID: 698befb0ecace47ef55a6270. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"supervised","method":"LSTM prediction"}. This record does not assert independent reproduction. ### Unsupervised Tessellation CIDEr-D: 0.102. Result ID: 698befb0ecace47ef55a626f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"unsupervised","method":"Restricted Viterbi"}. This record does not assert independent reproduction. ### Local Tessellation CIDEr-D: 0.098. Result ID: 698befb0ecace47ef55a626e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"scope":"local"}. This record does not assert independent reproduction. ### S2VT CIDEr-D: 0.088. Result ID: 698befb0ecace47ef55a626c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Yu et al CIDEr-D: 0.082. Result ID: 698befb0ecace47ef55a626b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BUPT CIST AI lab CIDEr-D: 0.072. Result ID: 698befb0ecace47ef55a6267. [Reporting paper]() Recorded evaluation configuration: {"challenge\_entry":"online challenge board"}. This record does not assert independent reproduction. ### Shetty and Laaksonen CIDEr-D: 0.044. Result ID: 698befb0ecace47ef55a626a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IIT Kanpur CIDEr-D: 0.042. Result ID: 698befb0ecace47ef55a6268. [Reporting paper]() Recorded evaluation configuration: {"challenge\_entry":"online challenge board"}. This record does not assert independent reproduction. ### Appearance Matching CIDEr-D: 0.042. Result ID: 698befb0ecace47ef55a626d. [Reporting paper]() Recorded evaluation configuration: {"description":"Baseline method using zero-temporal coherence"}. This record does not assert independent reproduction. ### Aalto University CIDEr-D: 0.037. Result ID: 698befb0ecace47ef55a6269. [Reporting paper]() Recorded evaluation configuration: {"challenge\_entry":"online challenge board"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.